{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a target=\"_blank\" href=\"https://colab.research.google.com/github/sarthakrastogi/graph-rag/blob/main/examples/knowledge_graph_usage.ipynb\">\n",
    "  <img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/>\n",
    "</a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'\\n%%capture\\n!pip install knowledge_graph_rag\\n!pip install numpy==1.24.0\\n!pip install chromadb\\n'"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%capture\n",
    "!pip install knowledge_graph_rag\n",
    "!pip install numpy==1.24.0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%capture\n",
    "from knowledge_graph_rag.document import Document\n",
    "from knowledge_graph_rag.knowledge_graph import KnowledgeGraph"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Graph RAG can perform much better than std RAG.\n",
    "When you want your LLM to understand the interconnection between your documents before arriving to its answer, Graph RAG is necessary.\n",
    "\n",
    "RAG returns search results based on semantic similarity. It fails to consider that, if doc A is selected as highly relevant, the docs containing data closely linked to doc A must be included in the context to give a full picture.\n",
    "\n",
    "This is where we need Graph RAG.\n",
    "\n",
    "Search results from a graph are more likely to give you a comprehensive view of the entity being searched and the info connected to it.\n",
    "\n",
    "Information on entities like people, institutions, etc. is often highly interconnected, and this might be the case for your data too.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "documents = [\"Cardiovascular disease (CVD) encompasses a spectrum of disorders involving the heart and vasculature, prominently including atherosclerosis, characterized by endothelial dysfunction and the accumulation of lipid-laden plaques. These pathophysiological processes often precipitate myocardial infarction and cerebrovascular accidents, arising from the rupture of vulnerable plaques and subsequent thrombogenesis.\",\n",
    "             \"Management of cardiovascular disease necessitates a multifaceted approach involving antihypertensive agents, statins to modulate dyslipidemia, and antiplatelet therapy to mitigate thrombosis risk.\",\n",
    "             \"Emerging therapeutic interventions targeting molecular pathways, including PCSK9 inhibitors and SGLT2 inhibitors, show promise in reducing cardiovascular morbidity and mortality.\",\n",
    "             \"The epidemiological burden of cardiovascular disease underscores the imperative for ongoing research into genetic predispositions and the optimization of primary and secondary prevention strategies.\"\n",
    "             \"Cardiovascular disease also significantly intersects with metabolic syndrome, wherein insulin resistance and visceral adiposity contribute to endothelial dysfunction and systemic inflammation, further accelerating atherogenic processes.\",\n",
    "             \"Advanced imaging techniques, such as coronary artery calcium scoring and carotid intima-media thickness measurement, enhance the stratification of cardiovascular risk, enabling more tailored therapeutic interventions.\",\n",
    "             \"Role of novel biomarkers, including high-sensitivity troponins and natriuretic peptides, is pivotal in the early detection and prognostication of acute coronary syndromes and heart failure within the broader spectrum of cardiovascular disease.\"\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "os.environ['OPENAI_API_KEY'] = 'YOUR_OPENAI_API_KEY'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. Create a knowledge graph from your documents"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "8ea46f14a1d743d9a10e59f96f8b3e8d",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/3 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "knowledge_graph = KnowledgeGraph(documents)\n",
    "knowledge_graph.create()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "knowledge_graph.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. Search the knowledge graph to fetch entities required to answer the user's query"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "user_query = \"where does cardiovascular disease originate?\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f1a17a7452904036a39cf5cb5d129b96",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/1 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Entity: cardiovascular disease\n",
      "  -> antihypertensive agents (Relationship: involves treatment with)\n",
      "  -> statins (Relationship: used to modulate dyslipidemia)\n",
      "  -> antiplatelet therapy (Relationship: utilized to mitigate thrombosis risk)\n",
      "  -> biomarkers (Relationship: detection and prognostication of acute coronary syndromes and heart failure)\n",
      "  -> high-sensitivity troponins (Relationship: detection of acute coronary syndromes and heart failure)\n",
      "  -> natriuretic peptides (Relationship: prognostication of acute coronary syndromes and heart failure)\n"
     ]
    }
   ],
   "source": [
    "search_results_formatted = knowledge_graph.search_document(user_query)\n",
    "print(search_results_formatted)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. Augment interconnected documents into context"
   ]
  }
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